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2022 IEEE International Conference on Robotics and Biomimetics (ROBIO)最新文献

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A Multi-modal Behavior Planning Framework for Guide Robot 导向机器人多模态行为规划框架
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011739
Zonghao Mu, Wei Fang, Shiqiang Zhu, Tianlei Jin, Wei Song, Xiangming Xi, Qiulan Huang, J. Gu, Songyu Yuan
In this paper we propose a multi-modal behavior planning framework for guide robots, to better assist the visually impaired to select safe paths in a cluttered space. Most prior robotic guiding systems only use physical contact, limiting their ability from operating in narrow and cluttered environments. Our multi-modal behavior planning framework is based on the Social Force Model(SFM) and the Monte Carlo Tree Search(MCTS). The proposed framework extracts robot behaviors' impact as the social force on human and predicts human motion, then employs the MCTS to search best multi-modal behavior policy. The proposed approach is deployed on a humanoid robot to guide a blind-folded person to safely travel in a complicated space.
为了更好地帮助视障人士在杂乱的空间中选择安全的路径,本文提出了一种多模态的引导机器人行为规划框架。大多数先前的机器人导航系统只使用物理接触,限制了它们在狭窄和杂乱的环境中操作的能力。我们的多模态行为规划框架是基于社会力模型(SFM)和蒙特卡罗树搜索(MCTS)。该框架提取机器人行为作为社会力对人类的影响,并预测人类运动,然后利用MCTS算法搜索最佳多模态行为策略。该方法被部署在人形机器人上,用于引导蒙着眼睛的人在复杂的空间中安全行走。
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引用次数: 0
Effect of pattern on the resolution of the visual-tactile sensor 图案对视触觉传感器分辨率的影响
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011877
Qingling Duan, Qi Zhang, Zhiyuan Liu, Y. Ou
Thanks to high spatial resolution and multi-tactile mode perception, visual-tactile sensing technology has been widely used in various robot operations such as active perception, pose estimation and in-palm operation. However, the pattern as an essential part of the optic tactile sensor has rarely been studied. Therefore, this paper investigated the effect of the different patterns on the resolution of the visual-tactile sensors. The silicone sensors with different densities and sizes and cameras integrate different tactile sensors, collect the sensor stress data in different situations, and process the data with deep learning models. The performance of the prediction forces of different patterns was evaluated by the root mean square error (RMSE). The results show that the proposed four patterns can decouple the normal and shear forces, and the force resolution of the semi-sparse pattern is better than the other pattern designs. Furthermore, the grad-cam method is used to obtain the focus of the deep learning model decoupling forces, showing that the semi-sparse pattern tends to cover the whole image because it has better performance.
视触觉感知技术由于具有高空间分辨率和多触觉模式感知能力,已广泛应用于机器人主动感知、姿态估计和掌内操作等多种操作中。然而,图案作为光学触觉传感器的重要组成部分,其研究却很少。因此,本文研究了不同图案对视触觉传感器分辨率的影响。不同密度和尺寸的硅胶传感器与摄像头集成不同的触觉传感器,采集不同情况下的传感器应力数据,并通过深度学习模型对数据进行处理。采用均方根误差(RMSE)对不同模式的预测力进行评价。结果表明,所提出的四种模式均能实现法向力和剪力的解耦,且半稀疏模式的力分辨率优于其他模式。此外,采用梯度凸轮方法获得深度学习模型解耦力的焦点,表明半稀疏模式由于具有更好的性能而倾向于覆盖整个图像。
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引用次数: 0
Development of Autonomous Underwater Robot for Navigation through Narrow Passages 自主水下狭窄通道航行机器人的研制
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011826
Yang Luo, Xiyu Zhu, Yuchuan Zhou, You Li, Zhihui Xu, Yan Wei, Wende Ke, Chengzhi Hu
Autonomous Underwater Vehicle (AUV), also called autonomous underwater robot, refers to an underwater robot that can independently complete tasks such as autonomous navigation, autonomous obstacle avoidance, and autonomous operation without human intervention. In some complex and narrow detection scenarios, autonomous underwater robots need to have a small volume, a high level of autonomy, and good maneuverability. Here, we design a miniature autonomous underwater robot driven by propellers, which integrates a high-performance processor, camera module, high-precision inertial measurement unit (IMU), etc. The attitude and position information of the robot is obtained in real-time through the IMU, and the processor controls the motion state of the six propellers, achieving the motion in six degrees of freedom in space. The highly integrated design ensures the maximum length of the whole machine within 15 cm, the 3-way PID controller design ensures an efficient and stable attitude control, and the high-performance processor provides more possibilities for target tracking and recognition. The developed AUV in this study shows superior navigation performance through narrow passages.
自主水下航行器(Autonomous Underwater Vehicle, AUV)又称自主水下机器人,是指在无人干预的情况下,能够独立完成自主导航、自主避障、自主作业等任务的水下机器人。在一些复杂、狭窄的探测场景中,自主水下机器人需要体积小、自主性高、机动性好。在此,我们设计了一种由螺旋桨驱动的微型自主水下机器人,该机器人集成了高性能处理器、相机模块、高精度惯性测量单元(IMU)等。通过IMU实时获取机器人的姿态和位置信息,由处理器控制6个螺旋桨的运动状态,实现机器人在空间中6个自由度的运动。高度集成化的设计保证了整机最大长度在15cm以内,3路PID控制器设计保证了高效稳定的姿态控制,高性能处理器为目标跟踪和识别提供了更多的可能性。本研究开发的水下航行器在狭窄通道中具有优越的导航性能。
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引用次数: 0
Motion Capability Analysis of Space Manipulator with Joint Torque Partial Loss Failure based on Entropy Method * 基于熵法的关节力矩部分损失失效空间机械臂运动能力分析*
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011690
Dongfang Li, Gang Chen, Yingzhuo Fu, Wenqian Xu
Aiming at space manipulator with joint torque partial loss failure, a motion capability analysis method is proposed based on entropy method. First, the joint torque partial loss failure model is established. Then the failure model is substituted into the kinematic and dynamic model of the manipulator to obtain the model of space manipulator with joint torque partial loss failure. Indexes are constructed and globalized based on the kinematic and dynamic model to characterize the kinematic dexterity and the dynamic load-carrying capability of the faulty manipulator. Finally, the comprehensive motion capability index is constructed using entropy method. Simulation experiment is performed to analyze the influence of the faulty joint angle on the comprehensive motion capability of the manipulator.
针对关节力矩部分损失失效的空间机械臂,提出了一种基于熵值法的运动能力分析方法。首先,建立了接头转矩部分损失失效模型。然后将失效模型代入机械手的运动学和动力学模型,得到关节力矩部分损失失效的空间机械手模型。在运动学和动力学模型的基础上,构建并全球化了表征故障机械臂运动灵巧度和动态承载能力的指标。最后,利用熵值法构造了综合运动能力指标。通过仿真实验分析了故障关节角度对机械手综合运动能力的影响。
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引用次数: 0
Formation Control for Unmanned Surface Vehicles Based on Integrative APF and MPC 基于APF和MPC集成的无人水面车辆编队控制
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011935
Weilin Li, Jing Wu, C. Long
This paper takes the dual water jet propulsion USV as the research object, and studies formation obstacle avoidance optimization problem. An integrative APF algorithm is proposed to merge path planning and trajectory tracking into one optimization problem, where adaptive searching step is adopted to guarantee that the planned trajectory is reachable. In addition, a distance-triggered codesign of integrative APF and MPC is presented to maintain formation during the obstacle avoidance process. Finally, the results in MATLAB simulation demonstrate the validity and efficiency of the algorithm.
本文以双水射流推进无人潜航器为研究对象,研究编队避障优化问题。提出了一种综合的APF算法,将路径规划和轨迹跟踪合并为一个优化问题,采用自适应搜索步骤保证规划的轨迹可达。此外,为了在避障过程中保持队形,提出了一种由距离触发的综合APF和MPC协同设计方法。最后,通过MATLAB仿真验证了该算法的有效性和高效性。
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引用次数: 0
Development of a Dual Arm Microrobot for Electrophysiological Recording 用于电生理记录的双臂微型机器人的研制
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011852
Sheng-An Yang, K. Lai
Patch clamp is an essential technique for studying cellular properties by ion channel currents. However, the issue of coupled cells recordings remains a challenge. In this paper, we have developed a dual arm microrobot for automated performing synchronized electrophysiological recording of coupled cells. The microrobot is actuated by micromanipulator and patch clamp. Each arm has one time-synchronized measurement channel to independently implement electrophysiological recording. The recording processes are algorithmically controlled by our predictive model. Based on the physiological characterizations of ion channels and synapses, we have designed protocols for the microrobot to collect recordings. The protocols consist of voltage clamp of step, voltage clamp of pulse and current clamp of pulse. We propose blocking rate, jitter, and current index to illustrate synaptic transmission direction, and evaluate synaptic performance within a framing of computationalization. To validate the ability of the dual arm microrobot, HEK 293 cells were cultured into coupled cells and uncoupled cells to carry out the experiments. With the protocols, we demonstrate the developed system can be utilized to indicate the properties of synapse fast and convenient. The integration of computational and mathematical approaches provides a key insight into evaluating synaptic performance.
膜片钳是利用离子通道电流研究细胞特性的重要技术。然而,耦合细胞记录的问题仍然是一个挑战。在本文中,我们开发了一种双臂微型机器人,用于自动执行耦合细胞的同步电生理记录。该微型机器人由微型机械手和膜片钳驱动。每条手臂有一个时间同步测量通道,独立实现电生理记录。记录过程由我们的预测模型算法控制。基于离子通道和突触的生理特征,我们设计了微型机器人收集记录的方案。该方案包括阶跃电压箝位、脉冲电压箝位和脉冲电流箝位。我们提出阻塞率、抖动和当前指数来说明突触传输方向,并在计算框架内评估突触性能。为了验证双臂微型机器人的能力,我们将HEK 293细胞培养成偶联细胞和非偶联细胞进行实验。通过这些协议,我们证明了所开发的系统可以用来快速方便地指示突触的性质。计算和数学方法的集成为评估突触性能提供了关键的见解。
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引用次数: 0
Harris' Hawk and Pigeon Inspired Attack-Defense Decision Making in Unmanned Combat Aerial Vehicles 基于哈里斯鹰鸽启发的无人机攻防决策
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011706
Hangxuan He, Mengzhen Huo, H. Duan, Chen Wei
The collective behavior of groups of birds has attracted researchers' attention by its fascinating patterns when escaping threats or hunting preys. This paper addresses the attack-defense decision making of unmanned combat aerial vehicles (UCAVs) inspired by the mechanisms of Harris Hawks hunting preys and pigeons defending predators. A predator-prey based dynamics is adopted to guide two adversarial teams of UCAVs separately. The roles of attackers and defenders are determined according to a situation function and two different kinds of decision making approaches are proposed, which are inspired from Harris Hawks hunting behavior and pigeons defending behavior, respectively. It is the first time to our knowledge to study the combat decision-making problem from the predator-prey perspective and the simulation results show the feasibility of the proposed approaches.
鸟类群体在躲避威胁或捕食猎物时的集体行为以其迷人的模式吸引了研究人员的注意。本文研究了受哈里斯鹰捕食和鸽子防御捕食者机制启发的无人作战飞行器(ucav)的攻防决策问题。采用基于捕食者-被捕食者的动力学方法,分别对两个敌对的无人潜航器编队进行制导。根据情境函数确定攻击者和防御者的角色,并分别从哈里斯鹰的狩猎行为和鸽子的防御行为中得到启发,提出了两种不同的决策方法。这是我们所知的第一次从捕食者-被捕食者的角度研究作战决策问题,仿真结果表明了所提方法的可行性。
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引用次数: 0
Design of a Multi-camera System with Compensation Algorithms for Real-time UAV Pose Estimation in Landing 基于补偿算法的无人机着陆姿态实时估计多相机系统设计
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011849
Xuanyang Xu, Chongfeng Liu, Ruoyu Xu, Huihuan Qian
Real-time UAV pose estimation at low altitudes is a necessary but challenging task for auto-landing, especially onto fluctuated aquatic surface platforms. To reduce the power and payload requirement for UAVs, pose estimation by the surface platform is an alternative. This paper presents a multi-camera system with compensation algorithms for that scenario. An accurate extrinsic calibration enables multi-camera collaboration to extend the system's field of view and improve its stability, which is inherently resistant to the issue of target-out-of-sight, motion blur effect, and over-exposure. Meanwhile, a compensation algorithm with Kalman Filter is applied to eliminate the negative effect of the image processing time and algorithm calculation delay, significantly improving the real-time performance of the system. A set of indoor and outdoor experiments validate the effectiveness of the proposed method, in which the measurement error is decreased by 50%.
无人机在低空的实时姿态估计是自动着陆的必要但具有挑战性的任务,特别是在波动的水面平台上。为了降低无人机的功率和有效载荷需求,地面平台的姿态估计是一种替代方案。针对这种情况,本文提出了一种具有补偿算法的多摄像机系统。精确的外部校准使多相机协作能够扩展系统的视野并提高其稳定性,从而固有地抵抗目标视线外,运动模糊效果和过度曝光的问题。同时,采用卡尔曼滤波补偿算法,消除了图像处理时间和算法计算延迟的负面影响,显著提高了系统的实时性。一组室内和室外实验验证了该方法的有效性,测量误差降低了50%。
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引用次数: 0
Structural design and analysis of a permanent-magnet wheeled pipe robot with pipe diameter adaption capability 具有管径自适应能力的永磁轮式管道机器人结构设计与分析
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011786
Zechao Wang, Mingyuan Wang, Jianjun Yuan, Shiqiang Wang, Liang Du, Sheng Bao, Weiwei Wan
Pipe robots can replace workers to work in harsh environments. Generally, most of the existing pipe robots can only move in pipes with constant diameters, but cannot move in pipes with variable diameters. To this end, we propose a permanent-magnet wheeled pipe robot. We introduce a differential mechanism as well as a slide block and slide rail structure so that the robot can move on the pipe with variable diameters. Firstly, the CAD model is established by SOLIDWORKS, the self-adaptive diameter-variable mechanism of the robot is analyzed, and the applicable pipe diameter range is obtained. Then we use MATLAB to carry out numerical analysis and obtain the relationship of the attraction force of the magnetic wheel. Finally, the MAXWELL module in the ANSYS ELECTRONICS software is used to simulate the magnetic wheel. Through simulation, we obtain the curve of magnetic field strength and the attraction force of the magnetic wheel. The hypothesis of our theory is tested.
管道机器人可以代替工人在恶劣的环境中工作。一般来说,现有的大多数管道机器人只能在定径管道中移动,而不能在变径管道中移动。为此,我们提出了一种永磁轮式管道机器人。我们引入了差动机构以及滑块和滑轨结构,使机器人可以在变径管道上移动。首先,利用SOLIDWORKS建立了机器人的CAD模型,分析了机器人的自适应变径机构,得到了适用的管径范围;然后利用MATLAB进行数值分析,得到了磁轮的引力关系。最后,利用ANSYS ELECTRONICS软件中的MAXWELL模块对磁轮进行仿真。通过仿真,得到了磁轮的磁场强度和引力曲线。我们理论的假设得到了检验。
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引用次数: 0
Development and evaluation of a hand exoskeleton for finger rehabilitation* 用于手指康复的手外骨骼的研制与评价*
Pub Date : 2022-12-05 DOI: 10.1109/ROBIO55434.2022.10011966
Haiyi Luo, Zhenyu Sun, Xiaobei Jing, Bairui Shu, Shixiong Chen, Xu Yong, H. Yokoi
Exoskeleton robots are now prevalent in hand rehabilitation medical training, and they can effectively drive a variety of rehabilitative movements in a hand that has lost its motor ability. To adapt to the hand's physiological structure and motion characteristics, a hybrid-driven exoskeleton hand based on tendon rope and linkage and its validation experiments are proposed in this paper. The exoskeleton hand can assist one to five fingers independently or even assist a joint alone. Wearing the robot retains the physiological touch of the hand to the maximum extent, which is beneficial to rehabilitation. In addition, patients can also carry out rehabilitation training independently, and the control mode is simple and practical. To verify whether the exoskeleton can reach the grip standard of healthy hands, the Leap Motion Controller is also used to conduct experimental verification of finger movement wearing the exoskeleton. The results show that the maximum average differences between the angles of the finger flexion motion joints (MCP and PIP) with and without the exoskeleton are 10.33 degrees and 11.06 degrees. It was verified that the exoskeleton could meet the requirements of finger flexion and extension for assisted motion within a specific error range.
外骨骼机器人目前在手部康复医学训练中很流行,它们可以有效地驱动失去运动能力的手部进行各种康复运动。为了适应手的生理结构和运动特点,提出了一种基于肌腱绳和连杆的混合驱动外骨骼手,并进行了验证实验。外骨骼手可以独立帮助一到五个手指,甚至可以单独帮助一个关节。佩戴机器人最大程度地保留了手部的生理触感,有利于康复。此外,患者还可以独立进行康复训练,控制方式简单实用。为了验证外骨骼是否能达到健康手的握持标准,还使用Leap Motion Controller对佩戴外骨骼的手指运动进行实验验证。结果表明:带外骨骼和不带外骨骼的手指屈曲运动关节(MCP和PIP)角度的最大平均差值分别为10.33°和11.06°。验证了该外骨骼在一定误差范围内能够满足手指屈伸辅助运动的要求。
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引用次数: 0
期刊
2022 IEEE International Conference on Robotics and Biomimetics (ROBIO)
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